Table 4.

Performance assessment of classifiers trained with noisy labeled training data using a gold-standard

	Cases	Cont.	Acc.	Recall	PPV	Cases	Cont.	Acc.	Recall	PPV
Source	Myocardial Infarction (MI)					Type 2 Diabetes Mellitus (T2DM)
OMOP/PheKB definition 2	94	94	0.87	0.91	0.84	152	152	0.92	0.88	0.96
XPRESS 2	94	94	0.89	0.93	0.86	152	152	0.89	0.88	0.9
APHRODITE (750)	94	94	0.91	0.93	0.90	152	152	0.91	0.95	0.88
APHRODITE (1,500)	94	94	0.92	0.93	0.91	152	152	0.92	0.95	0.89
APHRODITE (10,000)	94	94	0.92	0.94	0.91	152	152	0.93	0.96	0.89